{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COVID-19 Simulation (XMILE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "add text\n",
    "\n",
    "* bullet point\n",
    "* point poiunt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Image](images/sir_model.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from BPTK_Py.bptk import bptk \n",
    "import pandas as pd\n",
    "\n",
    "bptk = bptk()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c0f9447c1bf24749898d96dde9e87931",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tab(children=(Output(), Output()), _titles={'0': 'Population', '1': 'Intensive Care'})"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "79de5a6b2f944115b15c512dd4cf2e90",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatSlider(value=20.0, continuous_update=False, description='Contact Rate', layout=Layout(widt…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run src/dashboard/sir_dashboard_xmile.ipy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Base scenario"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1462ecd60>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_base=bptk.scenario_manager_factory.scenario_managers['smSirXMILE'].scenarios['base'].model\n",
    "ax = pd.DataFrame([model_base.equations[\"contactRateC\"](t) for t in range(model_base.starttime,model_base.stoptime+1)]).plot(kind=\"area\",alpha=0.2,figsize=(15,10))\n",
    "ax.legend([\"Contact Rate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"base\"],\n",
    "    title=\"Base Case: Recovered Population vs. Deaths\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\",\"recoveredPopulationR\",\"deathsD\"],\n",
    "    series_names={\n",
    "        \"smSir_base_infectiousPopulationI\" : \"Infectious Population\",\n",
    "        \"smSir_base_recoveredPopulationR\" : \"Recovered Population\",\n",
    "        \"smSir_base_deathsD\": \"Deaths\"\n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"base\"],\n",
    "    title=\"Base Case: Recovered Population vs. Deaths First 25 Days\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\",\"recoveredPopulationR\",\"deathsD\"],\n",
    "    series_names={\n",
    "        \"smSir_base_infectiousPopulationI\" : \"Infectious Population\",\n",
    "        \"smSir_base_recoveredPopulationR\" : \"Recovered Population\",\n",
    "        \"smSir_base_deathsD\": \"Deaths\"\n",
    "    },\n",
    "    visualize_from_period=0,\n",
    "    visualize_to_period=25\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"base\"],\n",
    "    title=\"Base Case: Intensive Care\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Units\",\n",
    "    equations=[\"intensiveCareUnitsNeeded\",\"intensiveCareUnitsAvailable\"],\n",
    "    series_names={\n",
    "        \"smSir_base_intensiveCareUnitsNeeded\" : \"Intensive Care Needed\",\n",
    "        \"smSir_base_intensiveCareUnitsAvailable\" : \"Intensive Care Available\"  \n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from BPTK_Py.sdcompiler.sdmodel import LERP\n",
    "contact_rate = int(bptk.scenario_manager_factory.scenario_managers['smSirXMILE'].scenarios['base'].model.equations['contactRateC'](0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_large_groups = bptk.scenario_manager_factory.scenario_managers['smSirXMILE'].scenarios['contactLargeGroups'].model\n",
    "stoptime_large_groups = model_large_groups.stoptime\n",
    "\n",
    "points_list_large = []\n",
    "contact_large = contact_rate\n",
    "for t in range(stoptime_large_groups):\n",
    "    if t%40==0 and t!=0 and t < 365:\n",
    "        contact_large = contact_large - 2\n",
    "    if t == 600:\n",
    "        contact_large = 6\n",
    "    if t == 700:\n",
    "        contact_large = 10\n",
    "    if t == 800:\n",
    "        contact_large = 14\n",
    "    if t == 900:\n",
    "        contact_large = 20\n",
    "    points_list_large.append((t,contact_large))\n",
    "\n",
    "\n",
    "model_large_groups.points[\"contactPointsLarge\"] = points_list_large\n",
    "model_large_groups.equations[\"contactRateC\"] = lambda t: LERP(t,model_large_groups.points[\"contactPointsLarge\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x146498430>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pd.DataFrame([model_large_groups.equations[\"contactRateC\"](t) for t in range(model_large_groups.starttime,model_large_groups.stoptime+1)]).plot(kind=\"area\",alpha=0.2,figsize=(15,10))\n",
    "ax.legend([\"Contact Rate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactLargeGroups\"],\n",
    "    title=\"Slow Measures Case: Recovered Population vs. Deaths\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\",\"recoveredPopulationR\",\"deathsD\"],\n",
    "    series_names={\n",
    "        \"smSir_contactLargeGroups_infectiousPopulationI\" : \"Infectious Population\",\n",
    "        \"smSir_contactLargeGroups_recoveredPopulationR\" : \"Recovered Population\",\n",
    "        \"smSir_contactLargeGroups_deathsD\": \"Deaths\"\n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactLargeGroups\",\"base\"],\n",
    "    title=\"Infectious Population\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\"],\n",
    "    series_names={\n",
    "        \"smSir_base_infectiousPopulationI\" : \"Base Case\",\n",
    "        \"smSir_contactLargeGroups_infectiousPopulationI\" : \"Slow Measures\"\n",
    "    },\n",
    "    visualize_to_period=200\n",
    "    \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactLargeGroups\"],\n",
    "    title=\"Slow Measures Case: Intensive Care\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Units\",\n",
    "    equations=[\"intensiveCareUnitsNeeded\",\"intensiveCareUnitsAvailable\"],\n",
    "    series_names={\n",
    "        \"smSir_contactLargeGroups_intensiveCareUnitsNeeded\" : \"Intensive Care Needed\",\n",
    "        \"smSir_contactLargeGroups_intensiveCareUnitsAvailable\" : \"Intensive Care Available\" \n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reducing the contact rate from large groups to small groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_small_groups = bptk.scenario_manager_factory.scenario_managers['smSirXMILE'].scenarios['contactSmallGroups'].model\n",
    "stoptime_small_groups = model_small_groups.stoptime\n",
    "\n",
    "points_list_small = []\n",
    "contact_small = contact_rate\n",
    "for t in range(stoptime_small_groups):\n",
    "    if t==25:\n",
    "        contact_small= 10\n",
    "    if t==41:\n",
    "        contact_small = 5\n",
    "    if t==500:\n",
    "        contact_small = 10\n",
    "    if t==1200:\n",
    "        contact_small = 20\n",
    "    points_list_small.append((t,contact_small))\n",
    "\n",
    "\n",
    "model_small_groups.points[\"contactPointsSmall\"] = points_list_small\n",
    "model_small_groups.equations[\"contactRateC\"] = lambda t: LERP(t,model_small_groups.points[\"contactPointsSmall\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x14677aa30>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pd.DataFrame([model_small_groups.equations[\"contactRateC\"](t) for t in range(model_small_groups.starttime,model_small_groups.stoptime+1)]).plot(kind=\"area\",alpha=0.2,figsize=(15,10))\n",
    "ax.legend([\"Contact Rate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactSmallGroups\"],\n",
    "    title=\"Long Term Case: Recovered Population vs. Deaths\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\",\"recoveredPopulationR\",\"deathsD\"],\n",
    "    series_names={\n",
    "        \"smSir_contactSmallGroups_infectiousPopulationI\" : \"Infectious Population\",\n",
    "        \"smSir_contactSmallGroups_recoveredPopulationR\" : \"Recovered Population\",\n",
    "        \"smSir_contactSmallGroups_deathsD\": \"Deaths\"\n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactSmallGroups\",\"base\"],\n",
    "    title=\"Infectious Population\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\"],\n",
    "    series_names={\n",
    "        \"smSir_base_infectiousPopulationI\" : \"Base Case\",\n",
    "        \"smSir_contactSmallGroups_infectiousPopulationI\" : \"Long Term Case\"\n",
    "    },\n",
    "    visualize_to_period=300\n",
    "    \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactSmallGroups\"],\n",
    "    title=\"Long Term Case: Intensive Care\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Units\",\n",
    "    equations=[\"intensiveCareUnitsNeeded\",\"intensiveCareUnitsAvailable\"],\n",
    "    series_names={\n",
    "        \"smSir_contactSmallGroups_intensiveCareUnitsNeeded\" : \"Intensive Care Needed\",\n",
    "        \"smSir_contactSmallGroups_intensiveCareUnitsAvailable\" : \"Intensive Care Available\" \n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_two_people = bptk.scenario_manager_factory.scenario_managers['smSirXMILE'].scenarios['contactTwoPeople'].model\n",
    "stoptime_two_people = model_two_people.stoptime\n",
    "\n",
    "points_list_two = []\n",
    "contact_two = contact_rate\n",
    "for t in range(stoptime_two_people):\n",
    "    if t==10:\n",
    "        contact_two = 2\n",
    "    if t==100:\n",
    "        contact_two = 20\n",
    "    points_list_two.append((t,contact_two))\n",
    "\n",
    "\n",
    "model_two_people.points[\"contactPointsTwo\"] = points_list_two\n",
    "model_two_people.equations[\"contactRateC\"] = lambda t: LERP(t,model_two_people.points[\"contactPointsTwo\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1467be2e0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pd.DataFrame([model_two_people.equations[\"contactRateC\"](t) for t in range(model_two_people.starttime,model_two_people.stoptime+1)]).plot(kind=\"area\",alpha=0.2,figsize=(15,10))\n",
    "ax.legend([\"Contact Rate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactTwoPeople\"],\n",
    "    title=\"Short Term Case: Recovered Population vs. Deaths\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\",\"recoveredPopulationR\",\"deathsD\"],\n",
    "    series_names={\n",
    "        \"smSir_contactTwoPeople_infectiousPopulationI\" : \"Infectious Population\",\n",
    "        \"smSir_contactTwoPeople_recoveredPopulationR\" : \"Recovered Population\",\n",
    "        \"smSir_contactTwoPeople_deathsD\": \"Deaths\"\n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-07-12 11:19:41.975354, [ERROR] Scenario manager \"smSir\" not found! Did you maybe mean one of \"smSirXMILE\"?\n",
      "2021-07-12 11:19:41.976157, [ERROR] Scenario \"contactTwoPeople\" not found in any scenario manager!\n",
      "2021-07-12 11:19:41.976481, [ERROR] Scenario \"base\" not found in any scenario manager!\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'columns'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-22-7542e5257c4c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m bptk.plot_scenarios(\n\u001b[0m\u001b[1;32m      2\u001b[0m     \u001b[0mscenario_managers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"smSir\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0mscenarios\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"contactTwoPeople\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"base\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Infectious Population\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mx_label\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Days\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/git/sim-covid-19/venv/lib/python3.9/site-packages/BPTK_Py/bptk.py\u001b[0m in \u001b[0;36mplot_scenarios\u001b[0;34m(self, scenarios, scenario_managers, agents, agent_states, agent_properties, agent_property_types, equations, kind, alpha, stacked, freq, start_date, title, visualize_from_period, visualize_to_period, x_label, y_label, series_names, progress_bar, return_df)\u001b[0m\n\u001b[1;32m    580\u001b[0m                                  )\n\u001b[1;32m    581\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 582\u001b[0;31m         return self.visualizer.plot(df=df,\n\u001b[0m\u001b[1;32m    583\u001b[0m                                     \u001b[0mreturn_df\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mreturn_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    584\u001b[0m                                     \u001b[0mvisualize_from_period\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvisualize_from_period\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/git/sim-covid-19/venv/lib/python3.9/site-packages/BPTK_Py/visualizations/visualize.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, df, return_df, visualize_from_period, visualize_to_period, stacked, kind, title, alpha, x_label, y_label, start_date, freq, series_names)\u001b[0m\n\u001b[1;32m     63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m             \u001b[0mnew_columns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 65\u001b[0;31m             \u001b[0;32mfor\u001b[0m \u001b[0mcolumn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     66\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0mseries_names_key\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mseries_names_keys\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     67\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mseries_names_key\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcolumn\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'columns'"
     ]
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"contactTwoPeople\",\"base\"],\n",
    "    title=\"Infectious Population\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Persons\",\n",
    "    equations=[\"infectiousPopulationI\"],\n",
    "    series_names={\n",
    "        \"smSir_base_infectiousPopulationI\" : \"Base Case\",\n",
    "        \"smSir_contactTwoPeople_infectiousPopulationI\" : \"Short Term Case\"\n",
    "    },\n",
    "    visualize_to_period=300\n",
    "    \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSirXMILE\"],\n",
    "    scenarios=[\"contactTwoPeople\"],\n",
    "    title=\"Short Term Case: Intensive Care\",\n",
    "    x_label=\"Days\",\n",
    "    y_label=\"Units\",\n",
    "    equations=[\"intensiveCareUnitsNeeded\",\"intensiveCareUnitsAvailable\"],\n",
    "    series_names={\n",
    "        \"smSir_contactTwoPeople_intensiveCareUnitsNeeded\" : \"Intensive Care Needed\",\n",
    "        \"smSir_contactTwoPeople_intensiveCareUnitsAvailable\" : \"Intensive Care Available\" \n",
    "    },\n",
    "    visualize_to_period=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
